[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.38
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.24
BsmtUnfSF
-0.14
LotArea
-0.14
GarageArea
-0.10
GarageYrBlt
0.09
SalePrice
-0.08
GrLivArea
0.08
BsmtFinSF1
-0.07
BsmtFinSF2
-0.07
LowQualFinSF
0.05
3SsnPorch
-0.04
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.53
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Exterior2nd
0.24
Exterior1st
0.22
Alley
0.18
GarageCars
0.18
HalfBath
0.18
BsmtQual
0.17
GarageType
0.17
OverallQual
0.16
MOST FREQUENT VALUES
20
532
36.7%
60
296
20.4%
50
144
9.9%
120
86
5.9%
30
69
4.8%
160
63
4.3%
70
60
4.1%
80
57
3.9%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
532
36.7%
30
69
4.8%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
296
20.4%
70
60
4.1%
75
16
1.1%
80
57
3.9%
85
20
1.4%
90
52
3.6%
120
86
5.9%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
86
5.9%
90
52
3.6%
85
20
1.4%
80
57
3.9%
75
16
1.1%
70
60
4.1%
60
296
20.4%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.8%
20
532
36.7%
MSZoning
MISSING:
---
TOP CATEGORIES
RL
1,145
79%
RM
218
15%
FV
62
4%
RH
16
1%
C (all)
10
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
Condition2
0.11
PavedDrive
0.11
BldgType
0.09
Foundation
0.09
GarageType
0.08
ExterQual
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.07
BsmtQual
0.06
THESE FEATURES GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
Exterior2nd
0.14
Foundation
0.13
Exterior1st
0.13
GarageType
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
HouseStyle
0.09
GarageFinish
0.09
ExterQual
0.09
BldgType
0.09
OverallCond
0.08
FullBath
0.08
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
MSSubClass
0.35
SalePrice
0.33
1stFlrSF
0.31
YearRemodAdd
0.28
TotalBsmtSF
0.27
GarageArea
0.27
EnclosedPorch
0.23
BsmtFinSF1
0.21
LotArea
0.21
OpenPorchSF
0.19
GarageYrBlt
0.17
WoodDeckSF
0.17
GrLivArea
0.16
LotFrontage
MISSING:
257
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.46
LotArea
0.43
GrLivArea
0.40
TotalBsmtSF
0.39
MSSubClass
-0.38
TotRmsAbvGrd
0.35
SalePrice
0.35
GarageArea
0.34
BsmtFinSF1
0.24
MasVnrArea
0.19
OpenPorchSF
0.15
BsmtUnfSF
0.13
YearBuilt
0.12
YearRemodAdd
0.09
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.30
BldgType
0.27
OverallQual
0.25
GarageCars
0.24
LotConfig
0.24
PoolArea
0.23
RoofMatl
0.21
BsmtQual
0.21
SaleType
0.19
LotShape
0.19
SaleCondition
0.19
KitchenQual
0.18
Exterior2nd
0.17
BedroomAbvGr
0.17
MOST FREQUENT VALUES
60.0
143
12.0%
70.0
70
5.9%
80.0
69
5.8%
50.0
57
4.8%
75.0
52
4.4%
65.0
43
3.6%
85.0
40
3.4%
78.0
25
2.1%
21.0
23
1.9%
90.0
23
1.9%
68.0
19
1.6%
24.0
19
1.6%
64.0
19
1.6%
72.0
17
1.4%
79.0
17
1.4%
SMALLEST VALUES
21.0
23
1.9%
24.0
19
1.6%
30.0
6
0.5%
32.0
5
0.4%
33.0
1
<0.1%
34.0
10
0.8%
35.0
8
0.7%
36.0
6
0.5%
37.0
5
0.4%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
12
1.0%
41.0
6
0.5%
42.0
4
0.3%
43.0
12
1.0%
LARGEST VALUES
313.0
2
0.2%
182.0
1
<0.1%
174.0
2
0.2%
168.0
1
<0.1%
160.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
1
<0.1%
134.0
2
0.2%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.43
1stFlrSF
0.30
SalePrice
0.26
GrLivArea
0.26
TotalBsmtSF
0.26
BsmtFinSF1
0.21
TotRmsAbvGrd
0.19
GarageArea
0.18
WoodDeckSF
0.17
MSSubClass
-0.14
BsmtFinSF2
0.11
MasVnrArea
0.10
OpenPorchSF
0.09
2ndFlrSF
0.05
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.55
Neighborhood
0.42
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
Exterior2nd
0.19
LotConfig
0.19
FireplaceQu
0.19
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.7%
6000
17
1.2%
10800
14
1.0%
9000
14
1.0%
8400
14
1.0%
1680
10
0.7%
7500
9
0.6%
9100
8
0.6%
6240
8
0.6%
6120
8
0.6%
8125
7
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
<0.1%
1477
1
<0.1%
1491
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1680
10
0.7%
1869
1
<0.1%
1890
2
0.1%
1920
1
<0.1%
1936
1
<0.1%
1950
1
<0.1%
1953
1
<0.1%
1974
1
<0.1%
2001
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
50271
1
<0.1%
46589
1
<0.1%
45600
1
<0.1%
40094
1
<0.1%
39104
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
1,445
>99%
Grvl
6
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
Condition1
0.00
BsmtFinType2
0.00
SaleType
0.00
Neighborhood
0.00
BsmtExposure
0.00
SaleCondition
0.00
THESE FEATURES GIVE INFORMATION
ON Street:
Neighborhood
0.39
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSZoning
0.17
MiscFeature
0.16
OverallQual
0.15
LandContour
0.14
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11
Fireplaces
0.11
Exterior1st
0.11
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
YearRemodAdd
0.07
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
GrLivArea
0.04
SalePrice
0.04
BsmtFinSF2
0.04
BsmtUnfSF
0.04
ScreenPorch
0.03
GarageYrBlt
0.03
LotFrontage
0.03
MSSubClass
0.02
EnclosedPorch
0.02
Alley
MISSING:
1,361
(94%)
TOP CATEGORIES
Grvl
50
56%
Pave
40
44%
ALL
90
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
Neighborhood
0.04
GarageType
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.02
GarageQual
0.02
GarageFinish
0.02
Exterior1st
0.02
Exterior2nd
0.02
THESE FEATURES GIVE INFORMATION
ON Alley:
Neighborhood
0.42
MSZoning
0.27
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
HouseStyle
0.08
BsmtQual
0.07
PavedDrive
0.07
BsmtFinType1
0.07
BldgType
0.07
OverallCond
0.06
OverallQual
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
EnclosedPorch
0.19
MSSubClass
0.18
BsmtFinSF1
0.15
SalePrice
0.14
1stFlrSF
0.14
TotalBsmtSF
0.14
YearRemodAdd
0.13
WoodDeckSF
0.12
2ndFlrSF
0.11
GarageArea
0.10
MasVnrArea
0.09
LotArea
0.08
GarageYrBlt
0.08
LotShape
MISSING:
---
TOP CATEGORIES
Reg
918
63%
IR1
482
33%
IR2
41
3%
IR3
10
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
MSZoning
0.07
LandContour
0.05
Heating
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
KitchenAbvGr
0.04
Street
0.03
BsmtQual
0.03
THESE FEATURES GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSZoning
0.06
BsmtQual
0.05
GarageType
0.05
GarageFinish
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Exterior1st
0.03
Foundation
0.03
Fireplaces
0.03
ExterQual
0.03
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
SalePrice
0.28
YearBuilt
0.24
TotalBsmtSF
0.22
GrLivArea
0.21
1stFlrSF
0.20
LotFrontage
0.19
BsmtFinSF1
0.18
YearRemodAdd
0.18
GarageArea
0.18
WoodDeckSF
0.17
TotRmsAbvGrd
0.14
MSSubClass
0.13
MasVnrArea
0.11
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
1,302
90%
Bnk
63
4%
HLS
50
3%
Low
36
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
Neighborhood
0.04
BsmtExposure
0.04
PavedDrive
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03
MSZoning
0.03
Alley
0.02
SaleCondition
0.02
THESE FEATURES GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
BsmtExposure
0.09
Exterior2nd
0.08
Exterior1st
0.08
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageFinish
0.05
HouseStyle
0.05
BsmtFinType1
0.04
MSZoning
0.04
Foundation
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
YearBuilt
0.22
SalePrice
0.16
YearRemodAdd
0.14
BsmtFinSF1
0.14
LowQualFinSF
0.13
GarageArea
0.12
LotFrontage
0.12
WoodDeckSF
0.12
BsmtUnfSF
0.10
TotalBsmtSF
0.09
GarageYrBlt
0.09
EnclosedPorch
0.09
MoSold
0.08
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
1,450
>99%
NoSeWa
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
MasVnrType
0.00
Neighborhood
0.00
FireplaceQu
0.00
THESE FEATURES GIVE INFORMATION
ON Utilities:
GarageType
0.53
Neighborhood
0.44
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
LotConfig
0.33
Electrical
0.33
SaleCondition
0.32
Exterior2nd
0.24
Exterior1st
0.23
HeatingQC
0.22
OverallCond
0.21
YrSold
0.18
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
LotFrontage
0.04
YearRemodAdd
0.03
OpenPorchSF
0.03
MSSubClass
0.02
2ndFlrSF
0.02
WoodDeckSF
0.02
BsmtFinSF1
0.02
SalePrice
0.01
TotalBsmtSF
0.01
BsmtUnfSF
0.01
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
1,045
72%
Corner
262
18%
CulDSac
93
6%
FR2
47
3%
FR3
4
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
KitchenAbvGr
0.03
MSZoning
0.03
BldgType
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Neighborhood
0.02
THESE FEATURES GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02
OverallCond
0.01
RoofMatl
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.16
SalePrice
0.15
EnclosedPorch
0.14
YearRemodAdd
0.12
GrLivArea
0.11
1stFlrSF
0.09
BsmtFinSF1
0.09
GarageArea
0.09
MSSubClass
0.09
WoodDeckSF
0.09
TotalBsmtSF
0.07
MiscVal
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
1,373
95%
Mod
65
4%
Sev
13
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Neighborhood
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
Exterior1st
0.01
BsmtCond
0.01
THESE FEATURES GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
BsmtExposure
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04
BedroomAbvGr
0.03
MSZoning
0.03
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
BsmtUnfSF
0.12
BsmtFinSF1
0.12
BsmtFinSF2
0.11
WoodDeckSF
0.10
YearBuilt
0.07
1stFlrSF
0.07
LotFrontage
0.07
ScreenPorch
0.06
YearRemodAdd
0.06
SalePrice
0.05
GrLivArea
0.05
TotalBsmtSF
0.04
TotRmsAbvGrd
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
225
16%
CollgCr
149
10%
OldTown
113
8%
Edwards
100
7%
Somerst
83
6%
Gilbert
78
5%
NridgHt
76
5%
Sawyer
74
5%
NWAmes
73
5%
BrkSide
58
4%
SawyerW
58
4%
Crawfor
50
3%
Mitchel
49
3%
NoRidge
41
3%
IDOTRR
37
3%
Timber
37
3%
ClearCr
28
2%
(Other)
122
8%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.42
BsmtQual
0.41
Street
0.39
BldgType
0.36
PoolArea
0.35
Condition2
0.33
FullBath
0.32
PavedDrive
0.30
KitchenQual
0.30
CentralAir
0.29
THESE FEATURES GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
HouseStyle
0.10
KitchenQual
0.10
OverallCond
0.09
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.88
SalePrice
0.74
YearRemodAdd
0.62
GarageArea
0.57
MSSubClass
0.53
MasVnrArea
0.52
GrLivArea
0.52
TotalBsmtSF
0.52
1stFlrSF
0.51
2ndFlrSF
0.45
LotArea
0.42
BsmtFinSF1
0.40
TotRmsAbvGrd
0.40
EnclosedPorch
0.39
Condition1
MISSING:
---
TOP CATEGORIES
Norm
1,251
86%
Feedr
81
6%
Artery
48
3%
RRAn
26
2%
PosN
19
1%
RRAe
11
<1%
PosA
8
<1%
RRNn
5
<1%
RRNe
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Neighborhood
0.05
Alley
0.05
Heating
0.04
BsmtQual
0.04
BldgType
0.04
PavedDrive
0.04
LotConfig
0.04
ExterQual
0.03
GarageCond
0.03
THESE FEATURES GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.07
OverallQual
0.07
HouseStyle
0.06
Condition2
0.06
GarageFinish
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05
ExterQual
0.04
BldgType
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
YearRemodAdd
0.21
3SsnPorch
0.18
SalePrice
0.18
1stFlrSF
0.17
GrLivArea
0.15
EnclosedPorch
0.14
WoodDeckSF
0.13
TotalBsmtSF
0.13
TotRmsAbvGrd
0.13
OpenPorchSF
0.13
GarageYrBlt
0.12
2ndFlrSF
0.12
LotFrontage
0.11
Condition2
MISSING:
---
TOP CATEGORIES
Norm
1,436
99%
Feedr
6
<1%
Artery
2
<1%
RRNn
2
<1%
PosN
2
<1%
PosA
1
<1%
RRAe
1
<1%
RRAn
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSZoning
0.01
OverallCond
0.01
SaleType
0.01
GarageType
0.01
LandContour
0.01
PavedDrive
0.01
THESE FEATURES GIVE INFORMATION
ON Condition2:
Condition1
0.46
Neighborhood
0.33
OverallQual
0.24
Exterior1st
0.21
OverallCond
0.21
Exterior2nd
0.21
BsmtFinType1
0.17
GarageType
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15
Foundation
0.14
GarageQual
0.14
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.21
GrLivArea
0.17
1stFlrSF
0.16
YearBuilt
0.16
TotalBsmtSF
0.15
MasVnrArea
0.15
BsmtFinSF1
0.15
LowQualFinSF
0.14
TotRmsAbvGrd
0.13
MSSubClass
0.12
GarageArea
0.12
SalePrice
0.10
LotFrontage
0.10
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,212
84%
TwnhsE
113
8%
Duplex
52
4%
Twnhs
43
3%
2fmCon
31
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.70
Condition2
0.15
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06
ExterQual
0.06
GarageQual
0.06
THESE FEATURES GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.11
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08
ExterQual
0.07
BsmtFinType1
0.07
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
YearBuilt
0.32
TotRmsAbvGrd
0.29
LotFrontage
0.27
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.20
SalePrice
0.19
TotalBsmtSF
0.15
2ndFlrSF
0.15
EnclosedPorch
0.14
GrLivArea
0.14
GarageArea
0.14
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
721
50%
2Story
442
30%
1.5Fin
154
11%
SLvl
64
4%
SFoyer
37
3%
1.5Unf
14
<1%
2.5Unf
11
<1%
2.5Fin
8
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.20
Condition2
0.16
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
Foundation
0.10
Neighborhood
0.10
MSZoning
0.09
RoofMatl
0.09
Street
0.09
Alley
0.08
THESE FEATURES GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtFinType1
0.07
BsmtQual
0.07
BsmtExposure
0.07
GarageFinish
0.06
MSZoning
0.05
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
GrLivArea
0.56
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.48
1stFlrSF
0.39
TotalBsmtSF
0.34
YearRemodAdd
0.32
SalePrice
0.29
BsmtFinSF1
0.25
OpenPorchSF
0.25
GarageArea
0.25
BsmtUnfSF
0.24
OverallQual
MISSING:
---
TOP CATEGORIES
5
396
27%
6
372
26%
7
315
22%
8
167
12%
4
116
8%
9
43
3%
3
20
1%
10
17
1%
2
3
<1%
1
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.27
GarageCars
0.26
Condition2
0.24
Foundation
0.22
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Neighborhood
0.16
Heating
0.16
GarageCond
0.15
THESE FEATURES GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.13
GarageFinish
0.12
BsmtFinType1
0.11
Exterior1st
0.10
Exterior2nd
0.10
FireplaceQu
0.10
GarageType
0.09
OverallCond
0.09
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.83
GrLivArea
0.62
YearBuilt
0.59
GarageArea
0.58
TotalBsmtSF
0.58
YearRemodAdd
0.57
1stFlrSF
0.53
MasVnrArea
0.46
TotRmsAbvGrd
0.45
GarageYrBlt
0.35
2ndFlrSF
0.35
BsmtUnfSF
0.33
BsmtFinSF1
0.33
OpenPorchSF
0.32
OverallCond
MISSING:
---
TOP CATEGORIES
5
814
56%
6
251
17%
7
205
14%
8
72
5%
4
57
4%
3
24
2%
9
22
2%
2
5
<1%
1
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
BsmtCond
0.10
THESE FEATURES GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
BsmtQual
0.12
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageType
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.62
YearRemodAdd
0.43
SalePrice
0.36
GarageArea
0.32
TotalBsmtSF
0.27
MasVnrArea
0.22
GarageYrBlt
0.22
GrLivArea
0.21
1stFlrSF
0.20
EnclosedPorch
0.20
BsmtUnfSF
0.20
OpenPorchSF
0.17
TotRmsAbvGrd
0.17
LowQualFinSF
0.14
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.82
YearRemodAdd
0.59
SalePrice
0.52
GarageArea
0.48
TotalBsmtSF
0.39
EnclosedPorch
-0.39
MasVnrArea
0.32
1stFlrSF
0.29
BsmtFinSF1
0.25
WoodDeckSF
0.23
GrLivArea
0.20
OpenPorchSF
0.19
LowQualFinSF
-0.18
BsmtUnfSF
0.15
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.66
Exterior2nd
0.66
GarageFinish
0.63
OverallCond
0.62
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.51
FullBath
0.51
MOST FREQUENT VALUES
2006
64
4.4%
2005
64
4.4%
2004
54
3.7%
2007
47
3.2%
2003
44
3.0%
1976
33
2.3%
1977
32
2.2%
1920
30
2.1%
1959
26
1.8%
1999
25
1.7%
1998
25
1.7%
1958
24
1.7%
1965
24
1.7%
1970
24
1.7%
1954
24
1.7%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1880
4
0.3%
1882
1
<0.1%
1885
2
0.1%
1890
2
0.1%
1892
2
0.1%
1893
1
<0.1%
1898
1
<0.1%
1900
10
0.7%
1904
1
<0.1%
1905
1
<0.1%
1906
1
<0.1%
1908
2
0.1%
1910
17
1.2%
LARGEST VALUES
2010
1
<0.1%
2009
18
1.2%
2008
23
1.6%
2007
47
3.2%
2006
64
4.4%
2005
64
4.4%
2004
54
3.7%
2003
44
3.0%
2002
21
1.4%
2001
20
1.4%
2000
24
1.7%
1999
25
1.7%
1998
25
1.7%
1997
14
1.0%
1996
15
1.0%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.64
YearBuilt
0.59
SalePrice
0.51
GarageArea
0.37
TotalBsmtSF
0.29
GrLivArea
0.29
1stFlrSF
0.24
OpenPorchSF
0.22
WoodDeckSF
0.21
TotRmsAbvGrd
0.19
EnclosedPorch
-0.19
BsmtUnfSF
0.18
MasVnrArea
0.18
2ndFlrSF
0.14
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.65
Neighborhood
0.62
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.54
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
GarageCars
0.46
FullBath
0.45
OverallCond
0.43
MOST FREQUENT VALUES
1950
178
12.3%
2006
96
6.6%
2007
73
5.0%
2005
73
5.0%
2004
62
4.3%
2000
55
3.8%
2003
50
3.4%
2002
46
3.2%
2008
39
2.7%
1996
36
2.5%
1998
36
2.5%
1995
31
2.1%
1976
30
2.1%
1999
30
2.1%
1970
26
1.8%
SMALLEST VALUES
1950
178
12.3%
1951
4
0.3%
1952
5
0.3%
1953
10
0.7%
1954
14
1.0%
1955
9
0.6%
1956
10
0.7%
1957
9
0.6%
1958
15
1.0%
1959
18
1.2%
1960
12
0.8%
1961
8
0.6%
1962
14
1.0%
1963
13
0.9%
1964
11
0.8%
LARGEST VALUES
2010
6
0.4%
2009
23
1.6%
2008
39
2.7%
2007
73
5.0%
2006
96
6.6%
2005
73
5.0%
2004
62
4.3%
2003
50
3.4%
2002
46
3.2%
2001
21
1.4%
2000
55
3.8%
1999
30
2.1%
1998
36
2.5%
1997
25
1.7%
1996
36
2.5%
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
1,133
78%
Hip
285
20%
Flat
13
<1%
Gambrel
11
<1%
Mansard
7
<1%
Shed
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
BsmtQual
0.04
ExterQual
0.04
KitchenAbvGr
0.03
HouseStyle
0.03
MasVnrType
0.03
Functional
0.03
Utilities
0.03
THESE FEATURES GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.07
BsmtQual
0.07
Exterior1st
0.06
MasVnrType
0.05
ExterQual
0.05
GarageCars
0.05
FireplaceQu
0.04
Foundation
0.03
BsmtExposure
0.03
KitchenQual
0.03
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
TotalBsmtSF
0.29
MasVnrArea
0.27
SalePrice
0.24
BsmtFinSF1
0.23
BsmtFinSF2
0.18
GarageArea
0.17
GrLivArea
0.16
YearBuilt
0.16
2ndFlrSF
0.16
LotFrontage
0.15
TotRmsAbvGrd
0.15
LotArea
0.15
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
1,425
98%
Tar&Grv
11
<1%
WdShngl
6
<1%
WdShake
5
<1%
ClyTile
1
<1%
Roll
1
<1%
Metal
1
<1%
Membran
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
BsmtExposure
0.02
Exterior1st
0.02
BsmtHalfBath
0.02
Exterior2nd
0.02
Fireplaces
0.02
LotConfig
0.01
LotShape
0.01
THESE FEATURES GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
Exterior1st
0.31
Neighborhood
0.29
Exterior2nd
0.26
BsmtExposure
0.19
OverallQual
0.14
BedroomAbvGr
0.13
LandContour
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
BsmtFinType1
0.10
FireplaceQu
0.10
LotConfig
0.10
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
TotalBsmtSF
0.32
BsmtFinSF1
0.31
1stFlrSF
0.30
GrLivArea
0.26
LotArea
0.23
LotFrontage
0.21
BsmtFinSF2
0.19
SalePrice
0.18
WoodDeckSF
0.15
GarageArea
0.14
MasVnrArea
0.14
TotRmsAbvGrd
0.14
OpenPorchSF
0.13
LowQualFinSF
0.12
Exterior1st
MISSING:
---
TOP CATEGORIES
VinylSd
509
35%
HdBoard
222
15%
MetalSd
220
15%
Wd Sdng
205
14%
Plywood
108
7%
CemntBd
59
4%
BrkFace
50
3%
WdShing
26
2%
Stucco
25
2%
AsbShng
20
1%
Stone
2
<1%
BrkComm
2
<1%
ImStucc
1
<1%
AsphShn
1
<1%
CBlock
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.34
RoofMatl
0.31
Foundation
0.24
Heating
0.23
Utilities
0.23
Condition2
0.21
ExterQual
0.19
CentralAir
0.19
Neighborhood
0.19
BsmtQual
0.17
Electrical
0.17
SaleType
0.17
Alley
0.16
THESE FEATURES GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.28
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
ExterQual
0.08
HeatingQC
0.08
BsmtFinType1
0.08
OverallCond
0.07
GarageCars
0.07
GarageType
0.07
GarageFinish
0.07
KitchenQual
0.07
HouseStyle
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.32
1stFlrSF
0.30
TotalBsmtSF
0.29
BsmtUnfSF
0.27
GrLivArea
0.24
MasVnrArea
0.22
MSSubClass
0.22
BsmtFinSF1
0.22
BsmtFinSF2
0.21
OpenPorchSF
0.21
Exterior2nd
MISSING:
---
TOP CATEGORIES
VinylSd
498
34%
MetalSd
214
15%
HdBoard
207
14%
Wd Sdng
197
14%
Plywood
142
10%
CmentBd
58
4%
Wd Shng
38
3%
Stucco
26
2%
BrkFace
25
2%
AsbShng
20
1%
ImStucc
10
<1%
Brk Cmn
7
<1%
Stone
4
<1%
AsphShn
3
<1%
Other
1
<1%
CBlock
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.38
Heating
0.26
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
Condition2
0.21
ExterQual
0.20
Neighborhood
0.19
CentralAir
0.18
Electrical
0.18
SaleType
0.17
BsmtQual
0.17
Alley
0.16
THESE FEATURES GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
Foundation
0.13
BsmtQual
0.09
OverallQual
0.09
HeatingQC
0.08
ExterQual
0.08
BsmtFinType1
0.08
GarageType
0.07
OverallCond
0.07
GarageFinish
0.07
KitchenQual
0.07
GarageCars
0.07
HouseStyle
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.31
TotalBsmtSF
0.30
BsmtUnfSF
0.27
1stFlrSF
0.26
MSSubClass
0.24
OpenPorchSF
0.22
BsmtFinSF1
0.22
MasVnrArea
0.22
GrLivArea
0.21
WoodDeckSF
0.21
MasVnrType
MISSING:
---
TOP CATEGORIES
None
863
59%
BrkFace
445
31%
Stone
128
9%
BrkCmn
15
1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
PoolArea
0.12
ExterQual
0.11
PavedDrive
0.10
CentralAir
0.09
GarageCars
0.09
Condition2
0.09
GarageQual
0.08
Foundation
0.08
BsmtQual
0.08
Neighborhood
0.08
SaleType
0.08
GarageType
0.08
GarageCond
0.08
THESE FEATURES GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.25
OverallQual
0.13
GarageCars
0.11
Exterior1st
0.10
ExterQual
0.10
Exterior2nd
0.10
BsmtQual
0.10
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
BsmtFinType1
0.07
FireplaceQu
0.07
HouseStyle
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
YearBuilt
0.46
SalePrice
0.43
TotalBsmtSF
0.39
GarageArea
0.39
1stFlrSF
0.36
YearRemodAdd
0.31
BsmtFinSF1
0.26
GrLivArea
0.26
TotRmsAbvGrd
0.21
GarageYrBlt
0.18
EnclosedPorch
0.16
BsmtUnfSF
0.15
WoodDeckSF
0.15
MasVnrArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.48
GrLivArea
0.39
GarageArea
0.37
TotalBsmtSF
0.36
1stFlrSF
0.34
YearBuilt
0.32
TotRmsAbvGrd
0.28
BsmtFinSF1
0.26
GarageYrBlt
0.25
LotFrontage
0.19
YearRemodAdd
0.18
2ndFlrSF
0.17
WoodDeckSF
0.16
OpenPorchSF
0.13
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
Neighborhood
0.52
OverallQual
0.46
GarageCars
0.42
ExterQual
0.40
BsmtQual
0.36
KitchenQual
0.31
FireplaceQu
0.29
GarageFinish
0.29
FullBath
0.29
RoofStyle
0.27
Fireplaces
0.26
GarageType
0.26
Foundation
0.24
MOST FREQUENT VALUES
0.0
860
59.3%
72.0
8
0.6%
180.0
8
0.6%
108.0
8
0.6%
120.0
7
0.5%
16.0
7
0.5%
80.0
6
0.4%
200.0
6
0.4%
106.0
6
0.4%
340.0
6
0.4%
170.0
5
0.3%
132.0
5
0.3%
360.0
5
0.3%
84.0
5
0.3%
320.0
5
0.3%
SMALLEST VALUES
0.0
860
59.3%
1.0
2
0.1%
11.0
1
<0.1%
14.0
1
<0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
<0.1%
24.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
31.0
1
<0.1%
32.0
1
<0.1%
34.0
1
<0.1%
36.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1170.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
922.0
1
<0.1%
921.0
1
<0.1%
894.0
1
<0.1%
870.0
1
<0.1%
860.0
1
<0.1%
816.0
1
<0.1%
796.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
TA
905
62%
Gd
481
33%
Ex
51
4%
Fa
14
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.17
HeatingQC
0.16
Condition2
0.16
SaleType
0.15
GarageFinish
0.14
PoolArea
0.14
CentralAir
0.12
Neighborhood
0.12
THESE FEATURES GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
Exterior2nd
0.20
Exterior1st
0.19
FullBath
0.19
BsmtFinType1
0.18
OverallCond
0.16
GarageType
0.15
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.69
YearBuilt
0.62
YearRemodAdd
0.60
GarageArea
0.50
TotalBsmtSF
0.48
GrLivArea
0.44
1stFlrSF
0.42
MasVnrArea
0.40
TotRmsAbvGrd
0.31
BsmtUnfSF
0.29
OpenPorchSF
0.29
GarageYrBlt
0.27
BsmtFinSF1
0.24
WoodDeckSF
0.21
ExterCond
MISSING:
---
TOP CATEGORIES
TA
1,273
88%
Gd
146
10%
Fa
28
2%
Ex
3
<1%
Po
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
Functional
0.04
CentralAir
0.04
GarageQual
0.04
Electrical
0.04
PavedDrive
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03
ExterQual
0.03
THESE FEATURES GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
GarageCars
0.06
Foundation
0.06
GarageFinish
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
Exterior2nd
0.05
GarageType
0.05
GarageCond
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.23
GarageArea
0.18
YearRemodAdd
0.16
SalePrice
0.15
OpenPorchSF
0.14
TotalBsmtSF
0.14
LowQualFinSF
0.11
BsmtUnfSF
0.10
BsmtFinSF1
0.09
WoodDeckSF
0.09
MSSubClass
0.09
MiscVal
0.08
1stFlrSF
0.08
Foundation
MISSING:
---
TOP CATEGORIES
PConc
638
44%
CBlock
634
44%
BrkTil
146
10%
Slab
24
2%
Stone
6
<1%
Wood
3
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.16
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15
KitchenAbvGr
0.14
GarageCars
0.14
THESE FEATURES GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.14
GarageType
0.13
FullBath
0.13
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.58
SalePrice
0.51
TotalBsmtSF
0.43
GarageArea
0.40
BsmtUnfSF
0.33
EnclosedPorch
0.31
GrLivArea
0.31
2ndFlrSF
0.26
BsmtFinSF1
0.25
MasVnrArea
0.24
OpenPorchSF
0.23
1stFlrSF
0.22
TotRmsAbvGrd
0.22
BsmtQual
MISSING:
37
(3%)
TOP CATEGORIES
TA
648
46%
Gd
611
43%
Ex
120
8%
Fa
35
2%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
BsmtCond
0.34
ExterQual
0.34
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
BsmtFinType2
0.22
GarageCars
0.20
OverallQual
0.20
BsmtFinType1
0.18
SaleType
0.16
BsmtExposure
0.16
KitchenAbvGr
0.16
Neighborhood
0.16
PoolArea
0.16
THESE FEATURES GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.41
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.27
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.20
Exterior1st
0.17
GarageFinish
0.17
FullBath
0.17
Exterior2nd
0.17
BsmtExposure
0.16
OverallCond
0.15
BsmtCond
0.13
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
SalePrice
0.68
YearRemodAdd
0.59
TotalBsmtSF
0.59
GarageArea
0.48
1stFlrSF
0.41
GrLivArea
0.39
MasVnrArea
0.36
BsmtFinSF1
0.33
OpenPorchSF
0.28
WoodDeckSF
0.27
BsmtUnfSF
0.27
TotRmsAbvGrd
0.26
EnclosedPorch
0.25
BsmtCond
MISSING:
37
(3%)
TOP CATEGORIES
TA
1,303
92%
Gd
64
5%
Fa
45
3%
Po
2
<1%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
BsmtQual
0.13
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05
THESE FEATURES GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.28
BsmtFinType2
0.27
Foundation
0.21
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
ExterCond
0.07
CentralAir
0.07
Electrical
0.06
ExterQual
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
YearBuilt
0.28
SalePrice
0.22
BsmtUnfSF
0.21
YearRemodAdd
0.20
BsmtFinSF1
0.18
GarageArea
0.17
GarageYrBlt
0.15
WoodDeckSF
0.13
LowQualFinSF
0.12
EnclosedPorch
0.11
MasVnrArea
0.10
BsmtFinSF2
0.10
OpenPorchSF
0.09
BsmtExposure
MISSING:
38
(3%)
TOP CATEGORIES
No
945
67%
Av
221
16%
Gd
133
9%
Mn
114
8%
ALL
1,413
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.28
BsmtFinType2
0.19
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
KitchenAbvGr
0.11
BsmtFinType1
0.11
Foundation
0.10
LandContour
0.09
BsmtFullBath
0.09
Condition2
0.08
THESE FEATURES GIVE INFORMATION
ON BsmtExposure:
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
BsmtCond
0.12
BsmtFinType2
0.12
Foundation
0.10
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05
GarageCars
0.04
GarageFinish
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.49
BsmtFinSF1
0.39
SalePrice
0.38
1stFlrSF
0.32
YearBuilt
0.32
LotArea
0.28
GarageArea
0.26
WoodDeckSF
0.25
YearRemodAdd
0.25
BsmtUnfSF
0.23
MasVnrArea
0.19
GrLivArea
0.17
2ndFlrSF
0.15
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
37
(3%)
TOP CATEGORIES
Unf
427
30%
GLQ
413
29%
ALQ
220
16%
BLQ
148
10%
Rec
132
9%
LwQ
74
5%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.29
Foundation
0.27
BsmtQual
0.27
PoolArea
0.19
Heating
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13
KitchenAbvGr
0.13
THESE FEATURES GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.11
Exterior2nd
0.09
ExterQual
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07
HeatingQC
0.06
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.71
BsmtUnfSF
0.63
YearBuilt
0.51
YearRemodAdd
0.49
TotalBsmtSF
0.48
SalePrice
0.46
BsmtFinSF2
0.37
GarageArea
0.33
GrLivArea
0.25
1stFlrSF
0.25
MasVnrArea
0.23
2ndFlrSF
0.23
WoodDeckSF
0.21
TotRmsAbvGrd
0.19
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.52
BsmtUnfSF
-0.50
1stFlrSF
0.44
SalePrice
0.38
GarageArea
0.30
MasVnrArea
0.26
YearBuilt
0.25
LotFrontage
0.24
LotArea
0.21
GrLivArea
0.21
WoodDeckSF
0.21
GarageYrBlt
0.15
2ndFlrSF
-0.14
YearRemodAdd
0.13
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
Neighborhood
0.40
BsmtExposure
0.39
BsmtQual
0.33
OverallQual
0.33
PoolArea
0.32
RoofMatl
0.31
Fireplaces
0.30
GarageType
0.28
KitchenQual
0.27
MasVnrType
0.26
Foundation
0.25
GarageFinish
0.25
MOST FREQUENT VALUES
0
464
32.0%
24
12
0.8%
16
9
0.6%
662
5
0.3%
686
5
0.3%
936
5
0.3%
616
5
0.3%
20
5
0.3%
384
4
0.3%
600
4
0.3%
641
4
0.3%
360
4
0.3%
560
4
0.3%
655
4
0.3%
553
4
0.3%
SMALLEST VALUES
0
464
32.0%
2
1
<0.1%
16
9
0.6%
20
5
0.3%
24
12
0.8%
25
1
<0.1%
27
1
<0.1%
28
3
0.2%
33
1
<0.1%
35
1
<0.1%
36
1
<0.1%
40
1
<0.1%
41
1
<0.1%
48
2
0.1%
49
1
<0.1%
LARGEST VALUES
5644
1
<0.1%
2260
1
<0.1%
2188
1
<0.1%
2096
1
<0.1%
1904
1
<0.1%
1880
1
<0.1%
1810
1
<0.1%
1767
1
<0.1%
1721
1
<0.1%
1696
1
<0.1%
1646
1
<0.1%
1636
1
<0.1%
1619
1
<0.1%
1606
1
<0.1%
1573
1
<0.1%
BsmtFinType2
MISSING:
38
(3%)
TOP CATEGORIES
Unf
1,247
88%
Rec
54
4%
LwQ
46
3%
BLQ
33
2%
ALQ
19
1%
GLQ
14
<1%
ALL
1,413
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.27
PoolArea
0.19
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
KitchenAbvGr
0.11
Foundation
0.10
Street
0.10
RoofMatl
0.07
Condition2
0.07
Functional
0.06
CentralAir
0.06
THESE FEATURES GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
BldgType
0.04
OverallCond
0.04
HeatingQC
0.04
ExterQual
0.04
GarageType
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.37
BsmtUnfSF
0.33
YearRemodAdd
0.19
SalePrice
0.17
BsmtFinSF1
0.17
WoodDeckSF
0.14
LotArea
0.13
2ndFlrSF
0.12
YearBuilt
0.12
GarageYrBlt
0.12
OpenPorchSF
0.10
MSSubClass
0.09
MasVnrArea
0.09
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
LotArea
0.11
TotalBsmtSF
0.11
2ndFlrSF
-0.10
1stFlrSF
0.10
ScreenPorch
0.09
GarageYrBlt
-0.09
MasVnrArea
-0.07
WoodDeckSF
0.07
YearRemodAdd
-0.07
MSSubClass
-0.07
LotFrontage
0.05
BsmtFinSF1
-0.05
YearBuilt
-0.05
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.16
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.12
Fence
0.12
MOST FREQUENT VALUES
0
1,284
88.5%
180
5
0.3%
374
3
0.2%
551
2
0.1%
93
2
0.1%
468
2
0.1%
147
2
0.1%
480
2
0.1%
539
2
0.1%
712
2
0.1%
117
2
0.1%
279
2
0.1%
96
2
0.1%
391
2
0.1%
287
2
0.1%
SMALLEST VALUES
0
1,284
88.5%
28
1
<0.1%
32
1
<0.1%
35
1
<0.1%
40
1
<0.1%
41
2
0.1%
64
2
0.1%
68
1
<0.1%
80
1
<0.1%
81
1
<0.1%
93
2
0.1%
96
2
0.1%
105
1
<0.1%
106
1
<0.1%
108
1
<0.1%
LARGEST VALUES
1474
1
<0.1%
1127
1
<0.1%
1120
1
<0.1%
1085
1
<0.1%
1080
1
<0.1%
1063
1
<0.1%
1061
1
<0.1%
1057
1
<0.1%
1031
1
<0.1%
1029
1
<0.1%
972
1
<0.1%
906
1
<0.1%
872
1
<0.1%
869
1
<0.1%
841
1
<0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.50
TotalBsmtSF
0.42
1stFlrSF
0.32
TotRmsAbvGrd
0.25
GrLivArea
0.24
SalePrice
0.22
BsmtFinSF2
-0.21
GarageYrBlt
0.19
GarageArea
0.18
YearRemodAdd
0.18
YearBuilt
0.15
MSSubClass
-0.14
LotFrontage
0.13
OpenPorchSF
0.13
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Neighborhood
0.36
OverallQual
0.33
BsmtFinType2
0.33
Foundation
0.33
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
Exterior2nd
0.27
BsmtQual
0.27
Exterior1st
0.27
SaleCondition
0.26
SaleType
0.25
MOST FREQUENT VALUES
0
118
8.1%
728
9
0.6%
384
7
0.5%
572
7
0.5%
600
7
0.5%
300
7
0.5%
625
6
0.4%
280
6
0.4%
440
6
0.4%
672
6
0.4%
270
6
0.4%
162
5
0.3%
108
5
0.3%
490
5
0.3%
390
5
0.3%
SMALLEST VALUES
0
118
8.1%
14
1
<0.1%
15
1
<0.1%
23
2
0.1%
26
1
<0.1%
29
1
<0.1%
30
1
<0.1%
32
2
0.1%
35
1
<0.1%
36
4
0.3%
38
1
<0.1%
39
1
<0.1%
40
1
<0.1%
50
1
<0.1%
55
2
0.1%
LARGEST VALUES
2336
1
<0.1%
2153
1
<0.1%
2121
1
<0.1%
2046
1
<0.1%
2042
1
<0.1%
2002
1
<0.1%
1969
1
<0.1%
1935
1
<0.1%
1926
1
<0.1%
1907
1
<0.1%
1905
1
<0.1%
1869
1
<0.1%
1836
1
<0.1%
1800
2
0.1%
1795
1
<0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
SalePrice
0.61
BsmtFinSF1
0.52
GarageArea
0.49
GrLivArea
0.45
BsmtUnfSF
0.42
YearBuilt
0.39
LotFrontage
0.39
MasVnrArea
0.36
GarageYrBlt
0.32
YearRemodAdd
0.29
TotRmsAbvGrd
0.29
LotArea
0.26
OpenPorchSF
0.24
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.58
Neighborhood
0.52
BsmtExposure
0.49
BsmtFinType1
0.48
ExterQual
0.48
GarageCars
0.48
KitchenQual
0.45
Foundation
0.43
BsmtCond
0.40
GarageType
0.40
MasVnrType
0.39
GarageFinish
0.38
BsmtFinType2
0.37
MOST FREQUENT VALUES
0
37
2.5%
864
35
2.4%
672
17
1.2%
912
15
1.0%
1040
14
1.0%
816
13
0.9%
728
12
0.8%
768
12
0.8%
894
11
0.8%
780
11
0.8%
848
11
0.8%
832
10
0.7%
630
9
0.6%
756
9
0.6%
952
9
0.6%
SMALLEST VALUES
0
37
2.5%
105
1
<0.1%
190
1
<0.1%
264
3
0.2%
270
1
<0.1%
290
1
<0.1%
319
1
<0.1%
360
1
<0.1%
372
1
<0.1%
384
6
0.4%
408
1
<0.1%
420
1
<0.1%
440
3
0.2%
458
1
<0.1%
462
1
<0.1%
LARGEST VALUES
6110
1
<0.1%
3206
1
<0.1%
3200
1
<0.1%
3138
1
<0.1%
3094
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2444
1
<0.1%
2396
1
<0.1%
2392
1
<0.1%
2330
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2216
1
<0.1%
2158
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
1,419
98%
GasW
18
1%
Grav
7
<1%
Wall
4
<1%
OthW
2
<1%
Floor
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
KitchenAbvGr
0.03
Alley
0.03
BsmtFinType2
0.02
GarageType
0.02
Exterior2nd
0.02
BldgType
0.02
THESE FEATURES GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
OverallQual
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14
BsmtQual
0.14
BsmtCond
0.14
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
TotalBsmtSF
0.16
GarageArea
0.14
LotArea
0.13
GrLivArea
0.13
SalePrice
0.12
2ndFlrSF
0.11
EnclosedPorch
0.10
TotRmsAbvGrd
0.10
WoodDeckSF
0.09
1stFlrSF
0.09
BsmtFinSF1
0.08
HeatingQC
MISSING:
---
TOP CATEGORIES
Ex
734
51%
TA
427
29%
Gd
240
17%
Fa
49
3%
Po
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
Condition2
0.12
BsmtQual
0.12
SaleType
0.10
KitchenAbvGr
0.09
SaleCondition
0.09
OverallQual
0.09
Exterior1st
0.08
THESE FEATURES GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.20
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.14
Exterior1st
0.14
OverallQual
0.13
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06
SaleCondition
0.05
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.47
SalePrice
0.44
GarageArea
0.31
TotalBsmtSF
0.29
GrLivArea
0.26
BsmtUnfSF
0.22
1stFlrSF
0.22
OpenPorchSF
0.19
TotRmsAbvGrd
0.17
MasVnrArea
0.17
GarageYrBlt
0.17
EnclosedPorch
0.16
2ndFlrSF
0.15
CentralAir
MISSING:
---
TOP CATEGORIES
Y
1,356
93%
N
95
7%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Alley
0.05
Foundation
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04
THESE FEATURES GIVE INFORMATION
ON CentralAir:
Neighborhood
0.29
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Electrical
0.18
Exterior2nd
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15
BsmtFinType1
0.13
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
YearRemodAdd
0.30
GarageYrBlt
0.27
SalePrice
0.25
GarageArea
0.23
TotalBsmtSF
0.21
BsmtFinSF1
0.17
EnclosedPorch
0.16
1stFlrSF
0.15
WoodDeckSF
0.15
MasVnrArea
0.13
MSSubClass
0.10
GrLivArea
0.09
ScreenPorch
0.05
Electrical
MISSING:
---
TOP CATEGORIES
SBrkr
1,326
91%
FuseA
94
6%
FuseF
27
2%
FuseP
3
<1%
Mix
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
KitchenAbvGr
0.05
GarageQual
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
GarageFinish
0.03
THESE FEATURES GIVE INFORMATION
ON Electrical:
Neighborhood
0.24
Exterior2nd
0.18
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.11
BsmtFinType1
0.11
OverallCond
0.11
GarageType
0.10
GarageCars
0.10
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
SalePrice
0.24
GarageArea
0.24
TotalBsmtSF
0.18
BsmtFinSF1
0.16
EnclosedPorch
0.16
WoodDeckSF
0.16
GarageYrBlt
0.15
GrLivArea
0.13
1stFlrSF
0.13
MasVnrArea
0.11
OpenPorchSF
0.11
TotRmsAbvGrd
0.08
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
SalePrice
0.61
GrLivArea
0.57
GarageArea
0.49
LotFrontage
0.46
BsmtFinSF1
0.44
TotRmsAbvGrd
0.41
MasVnrArea
0.34
BsmtUnfSF
0.32
LotArea
0.30
YearBuilt
0.29
MSSubClass
-0.25
YearRemodAdd
0.24
WoodDeckSF
0.24
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.53
Neighborhood
0.51
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
KitchenQual
0.41
BsmtQual
0.41
HouseStyle
0.39
FullBath
0.39
GarageType
0.39
MasVnrType
0.36
GarageFinish
0.34
RoofStyle
0.34
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
848
12
0.8%
894
12
0.8%
672
11
0.8%
630
9
0.6%
816
9
0.6%
960
7
0.5%
483
7
0.5%
832
7
0.5%
936
7
0.5%
990
6
0.4%
840
6
0.4%
764
6
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
438
1
<0.1%
480
1
<0.1%
483
7
0.5%
495
1
<0.1%
520
5
0.3%
525
1
<0.1%
526
1
<0.1%
536
1
<0.1%
546
3
0.2%
551
1
<0.1%
561
1
<0.1%
572
2
0.1%
575
1
<0.1%
LARGEST VALUES
4692
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2444
1
<0.1%
2411
1
<0.1%
2402
1
<0.1%
2392
1
<0.1%
2364
1
<0.1%
2259
1
<0.1%
2234
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
TotRmsAbvGrd
0.62
SalePrice
0.32
MSSubClass
0.31
OpenPorchSF
0.21
1stFlrSF
-0.20
MasVnrArea
0.17
TotalBsmtSF
-0.17
GarageArea
0.14
YearRemodAdd
0.14
BsmtFinSF1
-0.14
BsmtFinSF2
-0.10
WoodDeckSF
0.09
LotFrontage
0.08
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.45
GarageType
0.38
OverallQual
0.35
FireplaceQu
0.26
Foundation
0.26
BsmtFinType1
0.23
Fireplaces
0.21
ExterQual
0.20
GarageCars
0.20
KitchenQual
0.19
MOST FREQUENT VALUES
0
824
56.8%
728
10
0.7%
504
9
0.6%
546
8
0.6%
672
8
0.6%
720
7
0.5%
600
7
0.5%
896
6
0.4%
689
5
0.3%
862
5
0.3%
756
5
0.3%
840
5
0.3%
780
5
0.3%
702
4
0.3%
804
4
0.3%
SMALLEST VALUES
0
824
56.8%
110
1
<0.1%
167
1
<0.1%
192
1
<0.1%
208
1
<0.1%
213
1
<0.1%
220
1
<0.1%
224
1
<0.1%
240
2
0.1%
252
2
0.1%
272
1
<0.1%
299
1
<0.1%
304
1
<0.1%
316
1
<0.1%
319
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1611
1
<0.1%
1589
1
<0.1%
1540
1
<0.1%
1538
1
<0.1%
1523
1
<0.1%
1519
1
<0.1%
1518
1
<0.1%
1479
1
<0.1%
1440
1
<0.1%
1427
1
<0.1%
1426
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.18
GrLivArea
0.14
TotRmsAbvGrd
0.13
MasVnrArea
-0.07
GarageArea
-0.07
BsmtFinSF1
-0.06
2ndFlrSF
0.06
YearRemodAdd
-0.06
EnclosedPorch
0.06
MSSubClass
0.05
LotFrontage
0.04
GarageYrBlt
-0.04
TotalBsmtSF
-0.03
BsmtUnfSF
0.03
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
LandContour
0.13
Exterior1st
0.13
MOST FREQUENT VALUES
0
1,425
98.2%
80
3
0.2%
360
2
0.1%
528
1
<0.1%
53
1
<0.1%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
371
1
<0.1%
572
1
<0.1%
390
1
<0.1%
392
1
<0.1%
SMALLEST VALUES
0
1,425
98.2%
53
1
<0.1%
80
3
0.2%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
360
2
0.1%
371
1
<0.1%
384
1
<0.1%
390
1
<0.1%
392
1
<0.1%
397
1
<0.1%
LARGEST VALUES
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
420
1
<0.1%
397
1
<0.1%
392
1
<0.1%
390
1
<0.1%
384
1
<0.1%
371
1
<0.1%
360
2
0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.83
SalePrice
0.71
2ndFlrSF
0.69
1stFlrSF
0.57
GarageArea
0.47
TotalBsmtSF
0.45
LotFrontage
0.40
MasVnrArea
0.39
OpenPorchSF
0.33
YearRemodAdd
0.29
LotArea
0.26
WoodDeckSF
0.25
BsmtUnfSF
0.24
GarageYrBlt
0.23
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.62
BedroomAbvGr
0.57
HouseStyle
0.56
Neighborhood
0.52
GarageCars
0.50
FireplaceQu
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
GarageType
0.38
GarageFinish
0.35
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
1456
10
0.7%
848
10
0.7%
912
9
0.6%
1092
8
0.6%
816
8
0.6%
1200
8
0.6%
1728
7
0.5%
1344
7
0.5%
987
7
0.5%
1768
6
0.4%
630
6
0.4%
1056
6
0.4%
SMALLEST VALUES
334
1
<0.1%
438
1
<0.1%
480
1
<0.1%
520
1
<0.1%
605
1
<0.1%
616
1
<0.1%
630
6
0.4%
672
2
0.1%
691
1
<0.1%
693
1
<0.1%
694
1
<0.1%
698
1
<0.1%
708
1
<0.1%
720
3
0.2%
729
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3279
1
<0.1%
3238
1
<0.1%
3228
1
<0.1%
3222
1
<0.1%
3194
1
<0.1%
3140
1
<0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0
853
59%
1
582
40%
2
15
1%
3
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
KitchenAbvGr
0.09
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtExposure
0.06
BsmtHalfBath
0.06
Street
0.06
BsmtCond
0.05
LandSlope
0.05
BsmtFinType2
0.04
HouseStyle
0.03
Heating
0.03
THESE FEATURES GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.29
Neighborhood
0.10
BsmtExposure
0.09
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
Foundation
0.04
GarageType
0.03
BsmtFinType2
0.03
Exterior2nd
0.03
Exterior1st
0.03
BsmtCond
0.03
GarageFinish
0.03
KitchenAbvGr
0.02
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtUnfSF
0.42
LotArea
0.33
TotalBsmtSF
0.32
1stFlrSF
0.25
SalePrice
0.23
YearBuilt
0.20
GarageArea
0.20
WoodDeckSF
0.18
2ndFlrSF
0.17
BsmtFinSF2
0.17
GarageYrBlt
0.14
YearRemodAdd
0.12
MasVnrArea
0.10
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0
1,369
94%
1
80
6%
2
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
ExterCond
0.01
BsmtCond
0.01
SaleType
0.01
OverallCond
0.01
LandSlope
0.01
Neighborhood
0.01
Street
0.01
THESE FEATURES GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
BsmtFullBath
0.06
OverallCond
0.06
OverallQual
0.06
BsmtFinType1
0.06
Exterior2nd
0.05
SaleCondition
0.04
BsmtFinType2
0.04
Foundation
0.04
HouseStyle
0.04
Exterior1st
0.03
GarageCars
0.03
HalfBath
0.03
BsmtQual
0.03
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
GarageYrBlt
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
LotArea
0.06
YearBuilt
0.05
WoodDeckSF
0.05
MSSubClass
0.05
3SsnPorch
0.04
ScreenPorch
0.04
MoSold
0.04
2ndFlrSF
0.03
GarageArea
0.03
TotRmsAbvGrd
0.03
FullBath
MISSING:
---
TOP CATEGORIES
2
761
52%
1
649
45%
3
32
2%
0
9
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
OverallQual
0.13
Foundation
0.13
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
Neighborhood
0.09
GarageType
0.08
MSZoning
0.08
THESE FEATURES GIVE INFORMATION
ON FullBath:
Neighborhood
0.32
OverallQual
0.27
BsmtQual
0.23
GarageCars
0.22
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
HouseStyle
0.11
BedroomAbvGr
0.11
Exterior2nd
0.11
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
SalePrice
0.58
TotRmsAbvGrd
0.56
YearBuilt
0.51
YearRemodAdd
0.45
2ndFlrSF
0.45
GarageArea
0.42
1stFlrSF
0.39
TotalBsmtSF
0.33
BsmtUnfSF
0.29
MasVnrArea
0.29
OpenPorchSF
0.26
WoodDeckSF
0.22
MSSubClass
0.15
HalfBath
MISSING:
---
TOP CATEGORIES
0
910
63%
1
529
36%
2
12
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.04
Neighborhood
0.04
BsmtCond
0.04
GarageQual
0.04
THESE FEATURES GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
GarageCars
0.05
BldgType
0.05
BsmtQual
0.05
FireplaceQu
0.05
Foundation
0.05
Fireplaces
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.42
TotRmsAbvGrd
0.35
SalePrice
0.30
YearBuilt
0.25
OpenPorchSF
0.22
MasVnrArea
0.21
YearRemodAdd
0.20
GarageArea
0.18
MSSubClass
0.18
GarageYrBlt
0.17
MiscVal
0.12
1stFlrSF
0.12
WoodDeckSF
0.11
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
800
55%
2
356
25%
4
211
15%
1
49
3%
5
21
1%
6
7
<1%
0
6
<1%
8
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.24
PoolArea
0.20
BldgType
0.19
RoofMatl
0.13
Heating
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
GarageType
0.06
Neighborhood
0.06
Electrical
0.06
THESE FEATURES GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
HalfBath
0.05
GarageType
0.05
OverallQual
0.04
Exterior1st
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04
BsmtFinType1
0.03
MSZoning
0.03
FireplaceQu
0.03
BsmtFullBath
0.02
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
LowQualFinSF
0.31
MSSubClass
0.27
SalePrice
0.25
YearBuilt
0.20
BsmtUnfSF
0.19
GarageYrBlt
0.18
LotFrontage
0.17
BsmtFinSF1
0.17
LotArea
0.16
MasVnrArea
0.15
1stFlrSF
0.15
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,384
95%
2
64
4%
3
2
<1%
0
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
PavedDrive
0.03
FullBath
0.03
Electrical
0.03
THESE FEATURES GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.70
BedroomAbvGr
0.24
Neighborhood
0.18
BsmtQual
0.16
GarageType
0.16
Foundation
0.14
GarageFinish
0.14
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.13
FullBath
0.12
KitchenQual
0.12
BsmtCond
0.11
BsmtExposure
0.11
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.25
GarageYrBlt
0.21
YearBuilt
0.18
YearRemodAdd
0.16
SalePrice
0.14
GrLivArea
0.10
GarageArea
0.10
WoodDeckSF
0.09
BsmtFinSF1
0.09
OpenPorchSF
0.09
TotalBsmtSF
0.08
1stFlrSF
0.08
2ndFlrSF
0.07
KitchenQual
MISSING:
---
TOP CATEGORIES
TA
734
51%
Gd
579
40%
Ex
99
7%
Fa
39
3%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.14
Heating
0.13
SaleType
0.13
Condition2
0.13
Electrical
0.12
GarageFinish
0.12
THESE FEATURES GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
BsmtFinType1
0.14
Exterior2nd
0.13
Exterior1st
0.13
FullBath
0.12
GarageType
0.11
FireplaceQu
0.09
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.67
YearRemodAdd
0.65
YearBuilt
0.55
GarageArea
0.49
TotalBsmtSF
0.45
GrLivArea
0.43
1stFlrSF
0.41
MasVnrArea
0.31
TotRmsAbvGrd
0.30
GarageYrBlt
0.30
BsmtFinSF1
0.27
OpenPorchSF
0.26
BsmtUnfSF
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
2ndFlrSF
0.62
SalePrice
0.54
1stFlrSF
0.41
LotFrontage
0.35
GarageArea
0.34
TotalBsmtSF
0.29
MasVnrArea
0.28
BsmtUnfSF
0.25
OpenPorchSF
0.24
YearRemodAdd
0.19
LotArea
0.19
WoodDeckSF
0.17
GarageYrBlt
0.15
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.45
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
HalfBath
0.35
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
KitchenQual
0.30
BldgType
0.29
BsmtQual
0.26
MOST FREQUENT VALUES
6
401
27.6%
7
325
22.4%
5
274
18.9%
8
186
12.8%
4
96
6.6%
9
74
5.1%
10
47
3.2%
11
18
1.2%
3
17
1.2%
12
11
0.8%
14
1
<0.1%
2
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
17
1.2%
4
96
6.6%
5
274
18.9%
6
401
27.6%
7
325
22.4%
8
186
12.8%
9
74
5.1%
10
47
3.2%
11
18
1.2%
12
11
0.8%
14
1
<0.1%
LARGEST VALUES
14
1
<0.1%
12
11
0.8%
11
18
1.2%
10
47
3.2%
9
74
5.1%
8
186
12.8%
7
325
22.4%
6
401
27.6%
5
274
18.9%
4
96
6.6%
3
17
1.2%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
Typ
1,352
93%
Min2
34
2%
Min1
31
2%
Mod
15
1%
Maj1
13
<1%
Maj2
5
<1%
Sev
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
Electrical
0.02
OverallCond
0.02
GarageQual
0.02
SaleType
0.02
Neighborhood
0.02
Exterior2nd
0.02
THESE FEATURES GIVE INFORMATION
ON Functional:
Neighborhood
0.18
Exterior2nd
0.12
Exterior1st
0.10
BsmtFinType1
0.10
OverallQual
0.09
OverallCond
0.08
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
GarageType
0.05
MasVnrType
0.05
KitchenQual
0.05
HouseStyle
0.05
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.18
BsmtFinSF2
0.16
SalePrice
0.13
LowQualFinSF
0.13
OpenPorchSF
0.12
GrLivArea
0.10
GarageYrBlt
0.10
1stFlrSF
0.10
MasVnrArea
0.09
YearRemodAdd
0.09
BsmtUnfSF
0.09
GarageArea
0.09
MSSubClass
0.09
2ndFlrSF
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
685
47%
1
648
45%
2
113
8%
3
5
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.24
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
KitchenAbvGr
0.09
GarageType
0.08
GarageCond
0.07
GarageQual
0.07
ExterQual
0.07
GarageFinish
0.07
OverallQual
0.07
THESE FEATURES GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.18
OverallQual
0.13
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05
Exterior1st
0.05
MSZoning
0.04
Exterior2nd
0.04
BldgType
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.48
GrLivArea
0.47
1stFlrSF
0.42
TotalBsmtSF
0.36
TotRmsAbvGrd
0.34
GarageArea
0.31
LotArea
0.31
BsmtFinSF1
0.30
MasVnrArea
0.26
YearBuilt
0.26
WoodDeckSF
0.23
GarageYrBlt
0.21
2ndFlrSF
0.21
YearRemodAdd
0.21
FireplaceQu
MISSING:
685
(47%)
TOP CATEGORIES
Gd
378
49%
TA
311
41%
Fa
33
4%
Ex
24
3%
Po
20
3%
ALL
766
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.31
Utilities
0.16
Condition2
0.12
ExterQual
0.11
CentralAir
0.10
OverallQual
0.10
RoofMatl
0.10
GarageCars
0.10
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
Neighborhood
0.09
GarageCond
0.09
THESE FEATURES GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07
Exterior2nd
0.06
MasVnrType
0.05
FullBath
0.05
BsmtFinType1
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.54
GrLivArea
0.49
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
MasVnrArea
0.29
2ndFlrSF
0.26
YearBuilt
0.25
WoodDeckSF
0.24
BsmtUnfSF
0.23
BsmtFinSF1
0.23
GarageYrBlt
0.22
YearRemodAdd
0.21
GarageType
MISSING:
81
(6%)
TOP CATEGORIES
Attchd
863
63%
Detchd
387
28%
BuiltIn
86
6%
Basment
19
1%
CarPort
9
<1%
2Types
6
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
KitchenAbvGr
0.16
Alley
0.15
ExterQual
0.15
Foundation
0.13
THESE FEATURES GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
Neighborhood
0.29
GarageCars
0.26
GarageCond
0.23
GarageQual
0.22
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
ExterQual
0.11
HouseStyle
0.11
KitchenQual
0.10
FireplaceQu
0.09
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.60
GarageArea
0.59
SalePrice
0.50
TotalBsmtSF
0.40
YearRemodAdd
0.39
1stFlrSF
0.39
GrLivArea
0.38
2ndFlrSF
0.38
TotRmsAbvGrd
0.31
BsmtFinSF1
0.28
WoodDeckSF
0.27
MasVnrArea
0.26
EnclosedPorch
0.20
GarageYrBlt
MISSING:
81
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.82
YearRemodAdd
0.64
GarageArea
0.57
SalePrice
0.49
TotalBsmtSF
0.32
EnclosedPorch
-0.30
MasVnrArea
0.25
1stFlrSF
0.24
GrLivArea
0.23
WoodDeckSF
0.23
OpenPorchSF
0.23
BsmtUnfSF
0.19
BsmtFinSF1
0.15
TotRmsAbvGrd
0.15
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
Neighborhood
0.35
OverallQual
0.35
PavedDrive
0.35
KitchenQual
0.30
ExterQual
0.27
CentralAir
0.27
BldgType
0.23
ExterCond
0.23
OverallCond
0.22
MOST FREQUENT VALUES
2005.0
65
4.7%
2006.0
58
4.2%
2004.0
53
3.9%
2003.0
49
3.6%
2007.0
45
3.3%
1977.0
35
2.6%
1998.0
31
2.3%
1999.0
30
2.2%
1976.0
29
2.1%
2008.0
29
2.1%
2000.0
27
2.0%
1968.0
26
1.9%
1950.0
24
1.8%
2002.0
24
1.8%
1993.0
22
1.6%
SMALLEST VALUES
1900.0
1
<0.1%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.4%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.4%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
1926.0
6
0.4%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.5%
2008.0
29
2.1%
2007.0
45
3.3%
2006.0
58
4.2%
2005.0
65
4.7%
2004.0
53
3.9%
2003.0
49
3.6%
2002.0
24
1.8%
2001.0
20
1.5%
2000.0
27
2.0%
1999.0
30
2.2%
1998.0
31
2.3%
1997.0
19
1.4%
1996.0
20
1.5%
GarageFinish
MISSING:
81
(6%)
TOP CATEGORIES
Unf
605
44%
RFn
418
31%
Fin
347
25%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
PoolArea
0.15
KitchenQual
0.15
KitchenAbvGr
0.14
FullBath
0.14
THESE FEATURES GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11
Exterior1st
0.11
FullBath
0.09
HeatingQC
0.08
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.55
YearRemodAdd
0.47
TotalBsmtSF
0.38
GrLivArea
0.35
1stFlrSF
0.34
MasVnrArea
0.29
WoodDeckSF
0.26
BsmtFinSF1
0.25
TotRmsAbvGrd
0.25
OpenPorchSF
0.22
EnclosedPorch
0.19
GarageCars
MISSING:
---
TOP CATEGORIES
2
816
56%
1
369
25%
3
180
12%
0
81
6%
4
5
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.26
ExterQual
0.24
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.14
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
Neighborhood
0.11
THESE FEATURES GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.21
BsmtQual
0.20
ExterQual
0.17
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
Exterior1st
0.12
Exterior2nd
0.12
BsmtFinType1
0.10
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
SalePrice
0.70
YearBuilt
0.57
GrLivArea
0.50
TotalBsmtSF
0.48
1stFlrSF
0.47
YearRemodAdd
0.46
MasVnrArea
0.42
TotRmsAbvGrd
0.41
BsmtUnfSF
0.28
OpenPorchSF
0.25
LotFrontage
0.24
WoodDeckSF
0.23
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.62
GarageYrBlt
0.57
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
GrLivArea
0.47
MasVnrArea
0.37
YearRemodAdd
0.37
LotFrontage
0.34
TotRmsAbvGrd
0.34
BsmtFinSF1
0.30
OpenPorchSF
0.24
WoodDeckSF
0.23
BsmtUnfSF
0.18
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.59
OverallQual
0.58
Neighborhood
0.57
GarageQual
0.56
GarageCond
0.55
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
FullBath
0.42
Foundation
0.40
MasVnrType
0.39
FireplaceQu
0.34
MOST FREQUENT VALUES
0
81
5.6%
440
48
3.3%
576
47
3.2%
240
38
2.6%
528
33
2.3%
484
33
2.3%
288
27
1.9%
400
24
1.7%
264
24
1.7%
480
23
1.6%
308
20
1.4%
420
19
1.3%
280
16
1.1%
672
15
1.0%
504
12
0.8%
SMALLEST VALUES
0
81
5.6%
160
2
0.1%
164
1
<0.1%
180
9
0.6%
186
1
<0.1%
189
1
<0.1%
192
1
<0.1%
198
1
<0.1%
200
4
0.3%
205
3
0.2%
208
1
<0.1%
210
3
0.2%
213
1
<0.1%
216
12
0.8%
220
3
0.2%
LARGEST VALUES
1418
1
<0.1%
1390
1
<0.1%
1356
1
<0.1%
1248
1
<0.1%
1220
1
<0.1%
1166
1
<0.1%
1134
1
<0.1%
1069
1
<0.1%
1053
1
<0.1%
1052
2
0.1%
1043
1
<0.1%
1025
1
<0.1%
1020
1
<0.1%
1014
1
<0.1%
995
1
<0.1%
GarageQual
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,302
95%
Fa
48
4%
Gd
14
1%
Po
3
<1%
Ex
3
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
PavedDrive
0.14
Condition2
0.14
CentralAir
0.13
Heating
0.11
PoolArea
0.09
KitchenAbvGr
0.08
Electrical
0.07
Foundation
0.05
KitchenQual
0.05
ExterQual
0.05
THESE FEATURES GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
Neighborhood
0.25
OverallQual
0.13
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
Exterior1st
0.09
BsmtQual
0.09
Exterior2nd
0.09
ExterQual
0.09
MasVnrType
0.08
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.56
YearBuilt
0.40
SalePrice
0.29
LowQualFinSF
0.23
YearRemodAdd
0.20
1stFlrSF
0.19
TotalBsmtSF
0.19
BsmtFinSF1
0.18
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.14
WoodDeckSF
0.14
ScreenPorch
0.12
GarageCond
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,317
96%
Fa
35
3%
Gd
9
<1%
Po
7
<1%
Ex
2
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.23
GarageCars
0.21
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.10
KitchenAbvGr
0.08
Electrical
0.07
BsmtCond
0.05
ExterQual
0.05
RoofMatl
0.05
KitchenQual
0.05
THESE FEATURES GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
Neighborhood
0.24
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09
FireplaceQu
0.09
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.37
SalePrice
0.29
YearRemodAdd
0.21
TotalBsmtSF
0.20
1stFlrSF
0.19
GrLivArea
0.17
WoodDeckSF
0.17
BsmtFinSF1
0.17
LowQualFinSF
0.17
EnclosedPorch
0.15
MasVnrArea
0.15
TotRmsAbvGrd
0.11
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
1,331
92%
N
90
6%
P
30
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
KitchenAbvGr
0.05
MSZoning
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
GarageCars
0.04
ExterQual
0.04
THESE FEATURES GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.30
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.12
BsmtQual
0.12
Exterior1st
0.12
MSZoning
0.11
Exterior2nd
0.11
ExterQual
0.10
OverallQual
0.10
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.35
GarageArea
0.29
SalePrice
0.23
TotalBsmtSF
0.21
EnclosedPorch
0.20
YearRemodAdd
0.19
BsmtFinSF1
0.19
1stFlrSF
0.17
MasVnrArea
0.15
WoodDeckSF
0.12
GrLivArea
0.08
LowQualFinSF
0.08
MSSubClass
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.25
1stFlrSF
0.24
TotalBsmtSF
0.23
GarageYrBlt
0.23
YearBuilt
0.23
GarageArea
0.23
YearRemodAdd
0.21
BsmtFinSF1
0.21
LotArea
0.17
TotRmsAbvGrd
0.17
MasVnrArea
0.16
EnclosedPorch
-0.13
2ndFlrSF
0.09
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BsmtQual
0.27
GarageType
0.27
OverallQual
0.26
GarageFinish
0.26
BsmtExposure
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
BsmtFinType1
0.21
ExterQual
0.21
Exterior1st
0.21
MOST FREQUENT VALUES
0
755
52.0%
192
38
2.6%
100
35
2.4%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
240
10
0.7%
208
10
0.7%
180
8
0.6%
160
8
0.6%
216
8
0.6%
250
6
0.4%
132
6
0.4%
SMALLEST VALUES
0
755
52.0%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
<0.1%
32
1
<0.1%
33
1
<0.1%
35
1
<0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
45
1
<0.1%
LARGEST VALUES
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
670
1
<0.1%
668
1
<0.1%
635
1
<0.1%
586
1
<0.1%
576
1
<0.1%
574
1
<0.1%
550
1
<0.1%
536
1
<0.1%
519
1
<0.1%
517
1
<0.1%
511
1
<0.1%
509
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.33
SalePrice
0.31
TotalBsmtSF
0.24
GarageArea
0.24
TotRmsAbvGrd
0.24
GarageYrBlt
0.23
YearRemodAdd
0.22
2ndFlrSF
0.21
1stFlrSF
0.21
YearBuilt
0.19
LotFrontage
0.15
BsmtUnfSF
0.13
MasVnrArea
0.13
BsmtFinSF1
0.11
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.32
Neighborhood
0.31
ExterQual
0.29
BsmtQual
0.28
FullBath
0.26
KitchenQual
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.23
GarageFinish
0.22
Exterior2nd
0.22
HalfBath
0.22
Exterior1st
0.21
Condition2
0.21
MOST FREQUENT VALUES
0
653
45.0%
36
29
2.0%
20
21
1.4%
48
21
1.4%
45
19
1.3%
40
19
1.3%
30
16
1.1%
24
16
1.1%
60
15
1.0%
28
14
1.0%
39
14
1.0%
54
13
0.9%
50
13
0.9%
44
13
0.9%
72
12
0.8%
SMALLEST VALUES
0
653
45.0%
4
1
<0.1%
8
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
3
0.2%
15
1
<0.1%
16
8
0.6%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
418
1
<0.1%
406
1
<0.1%
364
1
<0.1%
341
1
<0.1%
319
1
<0.1%
312
2
0.1%
304
1
<0.1%
292
1
<0.1%
291
1
<0.1%
288
1
<0.1%
287
1
<0.1%
285
1
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
GarageYrBlt
-0.30
YearRemodAdd
-0.19
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
BsmtFinSF1
-0.11
TotalBsmtSF
-0.10
OpenPorchSF
-0.09
ScreenPorch
-0.08
1stFlrSF
-0.07
2ndFlrSF
0.06
LowQualFinSF
0.06
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
Exterior1st
0.32
Foundation
0.31
Exterior2nd
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
Alley
0.19
MOST FREQUENT VALUES
0
1,244
85.7%
112
15
1.0%
96
6
0.4%
120
5
0.3%
144
5
0.3%
192
5
0.3%
216
5
0.3%
252
4
0.3%
116
4
0.3%
156
4
0.3%
102
3
0.2%
228
3
0.2%
176
3
0.2%
184
3
0.2%
150
3
0.2%
SMALLEST VALUES
0
1,244
85.7%
19
1
<0.1%
20
1
<0.1%
24
1
<0.1%
30
1
<0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
<0.1%
39
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
48
1
<0.1%
50
1
<0.1%
LARGEST VALUES
552
1
<0.1%
386
1
<0.1%
330
1
<0.1%
318
1
<0.1%
301
1
<0.1%
294
1
<0.1%
293
1
<0.1%
291
1
<0.1%
286
1
<0.1%
280
1
<0.1%
275
1
<0.1%
272
1
<0.1%
268
1
<0.1%
264
2
0.1%
259
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.07
1stFlrSF
0.06
YearRemodAdd
0.05
SalePrice
0.05
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
GarageArea
0.04
WoodDeckSF
-0.03
YearBuilt
0.03
ScreenPorch
-0.03
BsmtFinSF2
-0.03
MoSold
0.03
BsmtFinSF1
0.03
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.09
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
OverallQual
0.07
GarageQual
0.06
BedroomAbvGr
0.06
MOST FREQUENT VALUES
0
1,427
98.3%
168
3
0.2%
216
2
0.1%
144
2
0.1%
180
2
0.1%
245
1
<0.1%
238
1
<0.1%
290
1
<0.1%
196
1
<0.1%
182
1
<0.1%
407
1
<0.1%
304
1
<0.1%
162
1
<0.1%
153
1
<0.1%
320
1
<0.1%
SMALLEST VALUES
0
1,427
98.3%
23
1
<0.1%
96
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
0.1%
153
1
<0.1%
162
1
<0.1%
168
3
0.2%
180
2
0.1%
182
1
<0.1%
196
1
<0.1%
216
2
0.1%
238
1
<0.1%
245
1
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
245
1
<0.1%
238
1
<0.1%
216
2
0.1%
196
1
<0.1%
182
1
<0.1%
180
2
0.1%
168
3
0.2%
162
1
<0.1%
153
1
<0.1%
144
2
0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.11
GrLivArea
0.10
1stFlrSF
0.09
BsmtFinSF2
0.09
TotalBsmtSF
0.09
EnclosedPorch
-0.08
OpenPorchSF
0.08
WoodDeckSF
-0.07
GarageYrBlt
-0.07
BsmtFinSF1
0.06
MasVnrArea
0.06
TotRmsAbvGrd
0.06
GarageArea
0.05
YearBuilt
-0.05
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
Exterior1st
0.14
GarageQual
0.12
RoofStyle
0.11
RoofMatl
0.11
BedroomAbvGr
0.10
OverallQual
0.10
Utilities
0.10
BsmtFinType1
0.09
MOST FREQUENT VALUES
0
1,335
92.0%
192
6
0.4%
224
5
0.3%
120
5
0.3%
189
4
0.3%
180
4
0.3%
160
3
0.2%
168
3
0.2%
144
3
0.2%
126
3
0.2%
147
3
0.2%
90
3
0.2%
200
2
0.1%
198
2
0.1%
216
2
0.1%
SMALLEST VALUES
0
1,335
92.0%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
80
1
<0.1%
90
3
0.2%
95
1
<0.1%
99
1
<0.1%
100
2
0.1%
116
1
<0.1%
119
1
<0.1%
120
5
0.3%
122
1
<0.1%
126
3
0.2%
LARGEST VALUES
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
322
1
<0.1%
312
1
<0.1%
291
1
<0.1%
288
2
0.1%
287
1
<0.1%
276
1
<0.1%
273
1
<0.1%
271
1
<0.1%
266
1
<0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,444
>99%
738
1
<1%
648
1
<1%
576
1
<1%
555
1
<1%
519
1
<1%
512
1
<1%
480
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
RoofMatl
0.08
MiscFeature
0.03
Fence
0.02
SaleCondition
0.01
Condition1
0.01
BsmtFinType2
0.01
RoofStyle
0.01
Fireplaces
0.01
BsmtHalfBath
0.01
FireplaceQu
0.01
GarageCond
0.01
FullBath
0.01
BsmtFullBath
0.01
LotShape
0.01
THESE FEATURES GIVE INFORMATION
ON PoolArea:
Exterior2nd
0.38
Neighborhood
0.35
Exterior1st
0.34
FireplaceQu
0.31
Fence
0.30
OverallQual
0.29
Fireplaces
0.24
SaleCondition
0.23
RoofMatl
0.23
BedroomAbvGr
0.20
HouseStyle
0.20
FullBath
0.19
BsmtFinType1
0.19
BsmtFinType2
0.19
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
BsmtFinSF1
0.32
TotalBsmtSF
0.32
GrLivArea
0.28
1stFlrSF
0.26
LotFrontage
0.23
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
SalePrice
0.19
LotArea
0.15
2ndFlrSF
0.14
TotRmsAbvGrd
0.14
GarageArea
0.13
OpenPorchSF
0.13
PoolQC
MISSING:
1,444
(>99%)
3
43%
-
-
Gd
2
29%
-
-
Fa
2
29%
-
-
Ex
Fence
MISSING:
1,170
(81%)
TOP CATEGORIES
MnPrv
157
56%
GdPrv
59
21%
GdWo
54
19%
MnWw
11
4%
ALL
281
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.30
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
RoofMatl
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
Neighborhood
0.03
OverallQual
0.03
THESE FEATURES GIVE INFORMATION
ON Fence:
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.06
Exterior2nd
0.06
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04
HeatingQC
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
SalePrice
0.19
YearRemodAdd
0.18
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
2ndFlrSF
0.12
BsmtFinSF2
0.12
TotRmsAbvGrd
0.12
TotalBsmtSF
0.12
MSSubClass
0.12
MasVnrArea
0.11
1stFlrSF
0.09
OpenPorchSF
0.08
MiscFeature
MISSING:
1,397
(96%)
TOP CATEGORIES
Shed
49
91%
Gar2
2
4%
Othr
2
4%
TenC
1
2%
ALL
54
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Street
0.16
PoolArea
0.15
Condition2
0.07
Functional
0.02
KitchenAbvGr
0.01
ExterCond
0.01
Fence
0.01
BldgType
0.01
BsmtFinType2
0.01
Foundation
0.01
SaleType
0.01
RoofStyle
0.01
ExterQual
0.01
KitchenQual
0.01
THESE FEATURES GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.11
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
FireplaceQu
0.05
ExterQual
0.05
BsmtQual
0.05
YrSold
0.04
BldgType
0.04
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
GrLivArea
0.09
TotalBsmtSF
0.09
LowQualFinSF
0.09
YearBuilt
0.08
SalePrice
0.08
BsmtFinSF2
0.08
MSSubClass
0.07
GarageYrBlt
0.07
2ndFlrSF
0.07
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.04
YearBuilt
-0.03
GarageYrBlt
-0.03
ScreenPorch
0.03
MasVnrArea
-0.03
GarageArea
-0.03
TotRmsAbvGrd
0.02
BsmtUnfSF
-0.02
1stFlrSF
-0.02
SalePrice
-0.02
EnclosedPorch
0.02
OpenPorchSF
-0.02
TotalBsmtSF
-0.02
2ndFlrSF
0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
BsmtFinType1
0.08
Exterior2nd
0.08
Exterior1st
0.08
MOST FREQUENT VALUES
0
1,399
96.4%
400
11
0.8%
500
8
0.6%
700
5
0.3%
450
4
0.3%
2000
4
0.3%
600
4
0.3%
1200
2
0.1%
480
2
0.1%
1150
1
<0.1%
800
1
<0.1%
15500
1
<0.1%
620
1
<0.1%
3500
1
<0.1%
560
1
<0.1%
SMALLEST VALUES
0
1,399
96.4%
54
1
<0.1%
350
1
<0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.6%
560
1
<0.1%
600
4
0.3%
620
1
<0.1%
700
5
0.3%
800
1
<0.1%
1150
1
<0.1%
1200
2
0.1%
1300
1
<0.1%
LARGEST VALUES
15500
1
<0.1%
8300
1
<0.1%
3500
1
<0.1%
2500
1
<0.1%
2000
4
0.3%
1400
1
<0.1%
1300
1
<0.1%
1200
2
0.1%
1150
1
<0.1%
800
1
<0.1%
700
5
0.3%
620
1
<0.1%
600
4
0.3%
560
1
<0.1%
500
8
0.6%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
GrLivArea
0.05
SalePrice
0.05
TotRmsAbvGrd
0.04
2ndFlrSF
0.04
BsmtUnfSF
0.03
1stFlrSF
0.03
3SsnPorch
0.03
GarageArea
0.03
EnclosedPorch
-0.03
ScreenPorch
0.02
LowQualFinSF
-0.02
WoodDeckSF
0.02
YearRemodAdd
0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.15
Neighborhood
0.14
SaleType
0.12
Exterior1st
0.09
RoofMatl
0.09
LandContour
0.08
SaleCondition
0.08
PoolArea
0.08
BedroomAbvGr
0.08
Functional
0.08
Exterior2nd
0.08
BldgType
0.08
FireplaceQu
0.07
MOST FREQUENT VALUES
6
253
17.4%
7
234
16.1%
5
201
13.9%
4
141
9.7%
8
121
8.3%
3
104
7.2%
10
89
6.1%
11
78
5.4%
9
62
4.3%
12
58
4.0%
1
58
4.0%
2
52
3.6%
SMALLEST VALUES
1
58
4.0%
2
52
3.6%
3
104
7.2%
4
141
9.7%
5
201
13.9%
6
253
17.4%
7
234
16.1%
8
121
8.3%
9
62
4.3%
10
89
6.1%
11
78
5.4%
12
58
4.0%
LARGEST VALUES
12
58
4.0%
11
78
5.4%
10
89
6.1%
9
62
4.3%
8
121
8.3%
7
234
16.1%
6
253
17.4%
5
201
13.9%
4
141
9.7%
3
104
7.2%
2
52
3.6%
1
58
4.0%
YrSold
MISSING:
---
TOP CATEGORIES
2009
337
23%
2007
327
23%
2006
313
22%
2008
300
21%
2010
174
12%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
GarageCond
0.02
BsmtCond
0.02
BsmtHalfBath
0.02
THESE FEATURES GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleType
0.02
Exterior2nd
0.02
Exterior1st
0.01
SaleCondition
0.01
OverallCond
0.01
Functional
0.01
BedroomAbvGr
0.01
OverallQual
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01
BsmtCond
0.01
Condition2
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
MiscVal
0.07
YearRemodAdd
0.06
OpenPorchSF
0.06
TotRmsAbvGrd
0.06
MSSubClass
0.06
3SsnPorch
0.06
GarageYrBlt
0.05
MasVnrArea
0.05
BsmtFinSF1
0.05
WoodDeckSF
0.05
GrLivArea
0.05
1stFlrSF
0.05
SaleType
MISSING:
---
TOP CATEGORIES
WD
1,261
87%
New
119
8%
COD
43
3%
ConLD
9
<1%
ConLw
5
<1%
ConLI
5
<1%
CWD
4
<1%
Oth
3
<1%
Con
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06
Heating
0.05
HeatingQC
0.05
FullBath
0.05
Neighborhood
0.05
THESE FEATURES GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
GarageCars
0.13
KitchenQual
0.13
OverallCond
0.11
HeatingQC
0.10
GarageFinish
0.10
BsmtFinType1
0.10
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.35
YearRemodAdd
0.35
GarageArea
0.31
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.23
LotFrontage
0.19
GrLivArea
0.18
MasVnrArea
0.18
OpenPorchSF
0.17
TotRmsAbvGrd
0.17
GarageYrBlt
0.16
BsmtFinSF2
0.14
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
1,193
82%
Partial
122
8%
Abnorml
101
7%
Family
20
1%
Alloca
11
<1%
AdjLand
4
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.23
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
Foundation
0.07
KitchenQual
0.07
RoofMatl
0.06
GarageCars
0.06
HeatingQC
0.05
FullBath
0.05
THESE FEATURES GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
Neighborhood
0.20
Exterior1st
0.13
BsmtQual
0.13
Exterior2nd
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
OverallQual
0.10
KitchenQual
0.10
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
BsmtFinType1
0.08
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)